EP3864535A4 - Photonische tensorbeschleuniger für künstliche neuronale netzwerke - Google Patents

Photonische tensorbeschleuniger für künstliche neuronale netzwerke Download PDF

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Publication number
EP3864535A4
EP3864535A4 EP19917928.4A EP19917928A EP3864535A4 EP 3864535 A4 EP3864535 A4 EP 3864535A4 EP 19917928 A EP19917928 A EP 19917928A EP 3864535 A4 EP3864535 A4 EP 3864535A4
Authority
EP
European Patent Office
Prior art keywords
photonic
neural networks
artificial neural
tensor
accelerators
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Pending
Application number
EP19917928.4A
Other languages
English (en)
French (fr)
Other versions
EP3864535A1 (de
Inventor
Guifang Li
Sean PANG
He WEN
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
University of Central Florida Research Foundation Inc UCFRF
Original Assignee
University of Central Florida Research Foundation Inc UCFRF
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by University of Central Florida Research Foundation Inc UCFRF filed Critical University of Central Florida Research Foundation Inc UCFRF
Publication of EP3864535A1 publication Critical patent/EP3864535A1/de
Publication of EP3864535A4 publication Critical patent/EP3864535A4/de
Pending legal-status Critical Current

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/067—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using optical means
    • G06N3/0675—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using optical means using electro-optical, acousto-optical or opto-electronic means
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B10/00—Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/50—Transmitters
    • H04B10/516—Details of coding or modulation
    • H04B10/54—Intensity modulation
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04B—TRANSMISSION
    • H04B10/00—Transmission systems employing electromagnetic waves other than radio-waves, e.g. infrared, visible or ultraviolet light, or employing corpuscular radiation, e.g. quantum communication
    • H04B10/50—Transmitters
    • H04B10/58—Compensation for non-linear transmitter output

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  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • Computing Systems (AREA)
  • Software Systems (AREA)
  • Evolutionary Computation (AREA)
  • General Health & Medical Sciences (AREA)
  • Molecular Biology (AREA)
  • Computational Linguistics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Mathematical Physics (AREA)
  • Data Mining & Analysis (AREA)
  • Artificial Intelligence (AREA)
  • Electromagnetism (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Neurology (AREA)
  • Nonlinear Science (AREA)
  • Optical Modulation, Optical Deflection, Nonlinear Optics, Optical Demodulation, Optical Logic Elements (AREA)
EP19917928.4A 2019-05-03 2019-10-15 Photonische tensorbeschleuniger für künstliche neuronale netzwerke Pending EP3864535A4 (de)

Applications Claiming Priority (2)

Application Number Priority Date Filing Date Title
US201962842771P 2019-05-03 2019-05-03
PCT/US2019/056239 WO2020180351A1 (en) 2019-03-05 2019-10-15 Photonic tensor accelerators for artificial neural networks

Publications (2)

Publication Number Publication Date
EP3864535A1 EP3864535A1 (de) 2021-08-18
EP3864535A4 true EP3864535A4 (de) 2022-08-03

Family

ID=72336977

Family Applications (1)

Application Number Title Priority Date Filing Date
EP19917928.4A Pending EP3864535A4 (de) 2019-05-03 2019-10-15 Photonische tensorbeschleuniger für künstliche neuronale netzwerke

Country Status (5)

Country Link
US (1) US20220164642A1 (de)
EP (1) EP3864535A4 (de)
JP (1) JP7497063B2 (de)
CN (1) CN113518986A (de)
WO (1) WO2020180351A1 (de)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN112232487B (zh) * 2020-10-19 2023-09-22 中国科学院半导体研究所 光学神经网络芯片及其计算方法
WO2022115935A1 (en) * 2020-12-02 2022-06-09 Huawei Technologies Canada Co., Ltd. Photonic computing system and method for wireless communication signal processing
CN114819132B (zh) * 2022-06-27 2022-10-11 之江实验室 一种基于时间-波长交织的光子二维卷积加速方法及系统
CN114970836B (zh) * 2022-07-28 2022-10-28 浙江大学 蓄水池神经网络实现方法、系统、电子设备及存储介质
CN116029350B (zh) * 2023-03-29 2023-07-07 之江实验室 基于时间交织的二维光子相干卷积加速芯片及其应用系统
CN116681117A (zh) * 2023-05-24 2023-09-01 浙江大学 一种基于光学神经元波长复用模块的光电计算机
CN117349225B (zh) * 2023-12-06 2024-02-13 清华大学 大规模分布式光电智能计算架构与芯片系统

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JPH09211513A (ja) * 1996-02-07 1997-08-15 Olympus Optical Co Ltd 光演算装置
US7515828B2 (en) * 2005-03-15 2009-04-07 Fujitsu Limited System and method for implementing optical light-trails
US8027587B1 (en) * 2007-08-21 2011-09-27 Sandia Corporation Integrated optic vector-matrix multiplier
US10268232B2 (en) 2016-06-02 2019-04-23 Massachusetts Institute Of Technology Apparatus and methods for optical neural network
WO2018071866A1 (en) * 2016-10-13 2018-04-19 Fathom Computing Wavelength multiplexed matrix-matrix multiplier

Non-Patent Citations (5)

* Cited by examiner, † Cited by third party
Title
GEORGE JONATHAN ET AL: "Electrooptic Nonlinear Activation Functions for Vector Matrix Multiplications in Optical Neural Networks", ADVANCED PHOTONICS 2018 (BGPP, IPR, NP, NOMA, SENSORS, NETWORKS, SPPCOM, SOF), vol. 47002504110, 5 July 2018 (2018-07-05), Washington, D.C., XP055934330, ISBN: 978-1-943580-43-9, Retrieved from the Internet <URL:https://opg.optica.org/viewmedia.cfm?seq=0&uri=sppcom-2018-SpW4G.3> [retrieved on 20220622], DOI: 10.1364/SPPCOM.2018.SpW4G.3 *
HAMERLY RYAN ET AL: "Large-Scale Optical Neural Networks based on Photoelectric Multiplication", 12 November 2018 (2018-11-12), XP055934248, Retrieved from the Internet <URL:https://arxiv.org/abs/1812.07614v1> [retrieved on 20220622] *
NDAGANO BIENVENU IRENGE: "Encoding information into spatial modes of light", 27 March 2017 (2017-03-27), XP055934261, Retrieved from the Internet <URL:https://wiredspace.wits.ac.za/handle/10539/22227?show=full> [retrieved on 20220622] *
See also references of WO2020180351A1 *
YANG LIN ET AL: "On-chip CMOS-compatible optical signal processor", OPTICS EXPRESS, 4 June 2012 (2012-06-04), United States, pages 13560 - 13565, XP055934255, Retrieved from the Internet <URL:https://opg.optica.org/abstract.cfm?uri=oe-20-12-13560> [retrieved on 20220622], DOI: 10.1364/OE.20.013560 *

Also Published As

Publication number Publication date
WO2020180351A1 (en) 2020-09-10
JP7497063B2 (ja) 2024-06-10
WO2020180351A8 (en) 2020-10-01
JP2022529870A (ja) 2022-06-27
EP3864535A1 (de) 2021-08-18
CN113518986A (zh) 2021-10-19
US20220164642A1 (en) 2022-05-26

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